MRI-based radiomic score increased mrTRG accuracy in predicting rectal cancer response to neoadjuvant therapy

被引:8
作者
Miranda, Joao [1 ]
Horvat, Natally [2 ]
Assuncao, Antonildes N., Jr. [1 ,3 ]
de M. Machado, Felipe Augusto [3 ]
Chakraborty, Jayasree [4 ]
Pandini, Rafael Vaz [5 ]
Saraiva, Samya [6 ]
Rizkallah Nahas, Caio Sergio [5 ]
Nahas, Sergio Carlos [5 ]
Nomura, Cesar Higa [1 ,6 ]
机构
[1] Univ Sao Paulo, Dept Radiol, Sao Paulo, SP, Brazil
[2] Mem Sloan Kettering Canc Ctr, Dept Radiol, 1275 York Ave,Box 29, New York, NY 10065 USA
[3] Hosp Sirio Libanes, Res & Educ Inst, Sao Paulo, SP, Brazil
[4] Mem Sloan Kettering Canc Ctr, Dept Surg, New York, NY USA
[5] Univ Sao Paulo, Dept Surg, Sao Paulo, SP, Brazil
[6] Hosp Sirio Libanes, Dept Radiol, Sao Paulo, SP, Brazil
关键词
Rectal cancer; Neoadjuvant therapy; Magnetic resonance imaging; Radiomics; CHEMORADIOTHERAPY; SURVIVAL;
D O I
10.1007/s00261-023-03898-x
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Purpose To develop a magnetic resonance imaging (MRI)-based radiomics score, i.e., "rad-score," and to investigate the performance of rad-score alone and combined with mrTRG in predicting pathologic complete response (pCR) in patients with locally advanced rectal cancer following neoadjuvant chemoradiation therapy. Methods This retrospective study included consecutive patients with LARC who underwent neoadjuvant chemoradiotherapy followed by surgery from between July 2011 to November 2015. Volumes of interest of the entire tumor on baseline rectal MRI and of the tumor bed on restaging rectal MRI were manually segmented on T2-weighted images. The radiologist also provided the ymrTRG score on the restaging MRI. Radiomic score (rad-score) was calculated and optimal cut-off points for both mrTRG and rad-score to predict pCR were selected using Youden's J statistic. Results Of 180 patients (mean age = 63 years; 60% men), 33/180 (18%) achieved pCR. High rad-score (> - 1.49) yielded an area under the curve (AUC) of 0.758, comparable to ymrTRG 1-2 which yielded an AUC of 0.759. The combination of high rad-score and ymrTRG 1-2 yielded a significantly higher AUC of 0.836 compared with ymrTRG 1-2 and high rad-score alone (p < 0.001). A logistic regression model incorporating both high rad-score and mrTRG 1-2 was built to calculate adjusted odds ratios for pCR, which was 4.85 (p < 0.001). Conclusion Our study demonstrates that a rectal restaging MRI-based rad-score had comparable diagnostic performance to ymrTRG. Moreover, the combined rad-score and ymrTRG model yielded a significant better diagnostic performance for predicting pCR.
引用
收藏
页码:1911 / 1920
页数:10
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